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Pranavanath Balamurali

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#machine learning Preprint Aug 2026

PRISM-UDE: Physics-Regularized Iterative Symbolic Modeling of 3nm FinFETs via Universal Differential Equation

PRISM-UDE (Physics-Regularized Iterative Symbolic Modeling via Universal Differential Equations), a framework that embeds a small neural network inside a physics-based transistor model, using the network only to learn the transport behavior that the analytical baseline misses, rather than replacing the physics altogeth...

Pranavanath Balamurali, Prathamesh Dinesh Joshi, R. Dandekar et al. · 0 citations

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